MCP Server Quality Scores
Independent quality analysis of 41668 public MCP servers
Last updated 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35151 |
Sourceplane MCP
Claim
Secure multi-source MCP server for reading local, GitHub, GitLab, Bitbucket, an…
|
— | ||||||||
| 35152 |
CI Monitor MCP Server
Claim
Monitors Jenkins CI builds in real-time, fetching build status and logs on fail…
|
— | ||||||||
| 35153 |
QIDI Studio MCP Server
Claim
Manages QIDI Studio 3D printing profiles locally, enabling AI assistants to rea…
|
— | ||||||||
| 35154 |
opensearch-mcp-server-py
Claim
MCP server for OpenSearch that enables AI assistants to interact with OpenSearc…
|
— | ||||||||
| 35155 |
Web capture API for AI agents. Take full-page screenshots (PNG/JPEG/WebP) and g…
|
— | ||||||||
| 35156 |
Monero MCP Server
Claim
MCP server that gives AI agents a private Monero wallet, enabling balance check…
|
— | ||||||||
| 35157 |
knowbe4-mcp
Claim
MCP server for KnowBe4 — security awareness training, phishing simulation, and …
|
— | ||||||||
| 35158 |
Ready APIs
Claim
MCP tools for geo, email, phone, company, DNS, FX, equities, weather, tax, econ…
|
— | ||||||||
| 35159 |
avanan-mcp
Claim
MCP server for Checkpoint Harmony Email & Collaboration (Avanan). Enables AI as…
|
— | ||||||||
| 35160 |
litestar-mcp
Claim
A Litestar plugin that automatically exposes marked routes as MCP tools and res…
|
— | ||||||||
| 35161 |
clearml-mcp
Claim
A lightweight Model Context Protocol (MCP) server that enables AI assistants to…
|
— | ||||||||
| 35162 |
mindkeg-mcp
Claim
Helps AI coding agents remember what they learn across sessions by storing and …
|
— | ||||||||
| 35163 |
godot-test-mcp
Claim
MCP server for automated Godot 4 game testing. Enables launching games, capturi…
|
— | ||||||||
| 35164 |
Enables searching and fetching LlamaIndex documentation for integration with VS…
|
— | ||||||||
| 35165 |
Immich MCP Server
Claim
Enables MCP-compatible clients to interact with an Immich photo management inst…
|
— | ||||||||
| 35166 |
simple_mcp
Claim
An educational MCP server that teaches implementing the Model Context Protocol …
|
— | ||||||||
| 35167 |
BACnet MCP Server
Claim
A lightweight MCP server that connects LLM agents to BACnet devices for buildin…
|
— | ||||||||
| 35168 |
mpc-judilibre
Claim
MCP server covering French law via the PISTE platform:
8 tools wrapping the JUD…
|
— | ||||||||
| 35169 |
libreoffice-mcp
Claim
Enables interaction with LibreOffice documents (Writer, Calc, Impress, Draw) vi…
|
— | ||||||||
| 35170 |
PostgreSQL MCP Server
Claim
Enables interaction with PostgreSQL databases through resources, tools, and pro…
|
— | ||||||||
| 35171 |
mcp-for-metabase
Claim
A safety-gated Python MCP server for Metabase that lets MCP clients and agents …
|
— | ||||||||
| 35172 |
mpc-legifrance
Claim
MCP server covering French law via the PISTE platform:
62 tools wrapping the fu…
|
— | ||||||||
| 35173 |
BookStack MCP Server
Claim
Enables AI assistants to manage BookStack knowledge bases with tools for creati…
|
— | ||||||||
| 35174 |
Mother MCP
Claim
A unified remote MCP server that integrates multiple advertising, analytics, an…
|
— | ||||||||
| 35175 |
pwndbg-mcp
Claim
An MCP tool that enables AI agents to debug ELF binaries, particularly for CTF …
|
— | ||||||||
| 35176 |
qrcoding Skill MCP
Claim
Enables integration with QR Agent Studio via MCP Streamable HTTP and Agent Skil…
|
— | ||||||||
| 35177 |
Enables querying ElevenLabs workspace data, including listing agents and retrie…
|
— | ||||||||
| 35178 |
multi-mail-mcp
Claim
Local-first MCP server for agents that need to work across multiple Gmail and M…
|
— | ||||||||
| 35179 |
Document Organizer MCP
Claim
Enables agents to manage and organize local documents by listing, inspecting, e…
|
— | ||||||||
| 35180 |
Graft
Claim
Enables building agent-ready APIs that expose tools as both HTTP and MCP endpoi…
|
— | ||||||||
| 35181 |
Enables interaction with Microsoft Outlook through a unified API, supporting to…
|
— | ||||||||
| 35182 |
empresa-mcp-demo
Claim
Demonstration MCP server for Claude Team integration, enabling querying of samp…
|
— | ||||||||
| 35183 |
Copr MCP
Claim
Provides tools to interact with Fedora Copr, enabling users to manage projects,…
|
— | ||||||||
| 35184 |
Gmail MCP Server
Claim
A local MCP server that provides tool-level access to Gmail, allowing Claude to…
|
— | ||||||||
| 35185 |
lattice-mcp
Claim
MCP server for the Lattice container orchestration platform, enabling Claude Co…
|
— | ||||||||
| 35186 |
excel-mcp-server
Claim
Enables manipulation of Excel files including creating, reading, writing data, …
|
— | ||||||||
| 35187 |
claude-orchestrator
Claim
Enables spawning and managing multiple Claude Code agents in parallel with mode…
|
— | ||||||||
| 35188 |
url-shortener-mcp
Claim
Enables URL shortening and management through MCP, allowing creation of short l…
|
— | ||||||||
| 35189 |
talos-mcp-server
Claim
MCP server that enables interaction with Talos Linux clusters via gRPC API, sup…
|
— | ||||||||
| 35190 |
genaispanmapper-mcp
Claim
Remote MCP for GenAI span mapping, provider normalization, dashboard schemas, a…
|
— | ||||||||
| 35191 |
mcp-dbpedia
Claim
Enables querying DBpedia's structured knowledge graph using SPARQL and lookup t…
|
— | ||||||||
| 35192 |
Provides Vertex AI Search for Commerce product search as a tool, enabling AI ag…
|
— | ||||||||
| 35193 |
product-cli
Claim
Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-disco…
|
— | ||||||||
| 35194 |
mcp-ollama-python
Claim
A Python MCP server that exposes local Ollama models as tools for AI assistants…
|
— | ||||||||
| 35195 |
estonian-mcp
Claim
An MCP server that integrates EstNLTK to provide Estonian language tools (morph…
|
— | ||||||||
| 35196 |
Weather
Claim
Get timely U.S. weather alerts and precise local forecasts. Monitor severe cond…
|
— | ||||||||
| 35197 |
ExamPrepAgent
Claim
An MCP server that provides tools to search for study questions and answers fro…
|
— | ||||||||
| 35198 |
Targetprocess MCP Server
Claim
Enables AI assistants to interact with Targetprocess for search, create, update…
|
— | ||||||||
| 35199 |
Rumble MCP
Claim
Provides AI assistants with access to TheRumble.app investment research data fo…
|
— | ||||||||
| 35200 |
jupyter-kernel-mcp
Claim
Enables AI agents to execute Python, TypeScript, and JavaScript code in persist…
|
— | ||||||||